{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9986e0d7-ef66-4a92-a922-176da6262b6d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=550x769 at 0x7F0C2E7A30A0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from PIL import Image\n",
    "img = Image.open(\"earth.jpg\")\n",
    "width, height = img.size\n",
    "img = img.resize((int(width/5), int(height/5)))\n",
    "img = img.resize((width, height), resample=Image.NEAREST)\n",
    "img.save(\"earth_zoom.jpg\", \"JPEG\")\n",
    "img.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
